Effective Programming in Scala

Effective Programming in Scala

Course
en
English
Subtitles available
49 h
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  • From www.coursera.org
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  • Self-paced
  • Free Access
  • Free certificate
More info
  • 6 Sequences
  • Intermediate Level
  • Subtitles in English

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Course details

Syllabus

WEEK 1 - Getting Started, Basics, Domain Modeling
First, get up and running with Scala on your computer. Then, learn how to write and evaluate basic expressions and definitions. Last, learn how to model a business domain by defining case classes and sealed traits.

WEEK 2 - Standard Library, Loops
Manipulate collections of values by using the generic List data type from the standard library. Then, learn about the other generic data structures provided by the standard library (sets, sequences, and maps), and their respective use cases. All the collection classes have a comprehensive set of high-level operations to transform, filter, and iterate over their elements. Last, you will learn a couple of techniques to implement loops in Scala, and their tradeoffs.

WEEK 3 - Build Tools, Modules
How to write Scala projects larger than a worksheet? Learn how to define an entry point for a Scala project, and discover the tools you can leverage to write, compile, run, and debug your code. Then, use object-oriented programming techniques to break down a complex project into small modular components. Finally, we discuss when to use case classes versus simple classes.

WEEK 4 - Reasoning About Code
The recommendation in Scala is to use immutable data types by default. Indeed, they have desirable properties such as being thread-safe and allowing local reasoning. However, in some cases, mutable variables lead to simpler code, as you will see in the lectures. We then dive into different testing techniques such as unit testing, property-based testing, integration testing, and mocking.

WEEK 5 - Type-Directed Programming
Programs automate repetitive tasks. Sometimes, writing a program is a repetitive task. We look into a unique feature of Scala that lets the compiler write some (repetitive) parts of your programs for you! Based on the expected type of a parameter, the compiler can provide a value for this parameter if it finds an unambiguous candidate value. This technique is often used to automatically generate the serializer and deserializer of a data type, solely based on its definition, for instance.

WEEK 6 - Error Handling, Concurrent Programming
Scala supports a simple low-level mechanism for error handling: exceptions. We discuss the pros and cons of this mechanism, and we show alternative approaches that you can apply when you want to make it explicit in a method signature that it can fail with an error. We then move to a similar topic, input data validation, where we want to construct nice-looking error messages listing all the errors that the user needs to fix. We conclude with a couple of lectures showing how to work with asynchronous computations, and how to leverage the multiple CPUs of a computer by running tasks in parallel. You will see that the same idioms we used for writing data validation rules can also be used to write graphs of parallel computations.

Prerequisite

None.

Instructors

Julien Richard-Foy
Computer Scientist - Scala Center
Julien Richard-Foy makes Scala developers life easier, at Scala Center.

Noel Welsh
Noel Welsh is an experienced technology professional with a deep knowledge of software development, and machine learning. He likes writing books and speaking at conferences about programming.

Editor

The École polytechnique fédérale de Lausanne (EPFL, English: Swiss Federal Institute of Technology in Lausanne) is a research university in Lausanne, Switzerland, that specialises in physical sciences and engineering.

One of the two Swiss Federal Institutes of Technology, the school was founded by the Swiss Federal Government with the stated mission to:

Educate engineers and scientists to the highest international standing
Be a national center of excellence in science and technology
Provide a hub for interaction between the scientific community and the industry
EPFL is considered one of the most prestigious universities in the world for engineering and sciences, ranking 17th overall and 10th in engineering in the 2015 QS World University Rankings; 34th overall and 12th in engineering in the 2015 Times Higher Education World University Rankings.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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